ERP, CRM, payments, and messaging rarely share a clean contract. Integration architecture decides whether AI features ship or stall.
Enterprise platforms fail at the seams — between ERP inventory, CRM ownership, payment reconciliation, and channel APIs. AI features amplify those seams if integration is an afterthought.
Event-driven sync
We start with explicit contracts: idempotent APIs, ownership of source-of-truth fields, and clear retry semantics. Without that, every agent and workflow becomes a fragile script.
Identity and permissions
Event-driven sync with replay and dead-letter queues keeps systems eventually consistent without overnight batch surprises.
Phased rollout
Identity and permissions must travel with every request. Phased rollouts — one domain, one channel, one brand — prove the integration layer before you scale AI on top of it.